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Bio
Resourceful and self-motivated with a strong problem-solving mindset and an ability to translate research into high-quality, working code. Proven ability to partner with interdisciplinary teams and mentor junior developers.
Degree
MSc in Computer Science
University
University of British Columbia
Specialization
Machine Learning
Research
My research focuses on user behavior modeling and building persuasive systems using reinforcement learning techniques.
Skills
JavaScript/TSPythonSQLHTML/CSSNode.jsReactNext.jsGraphQLAWSPostgreSQLDockerOpenAI & Gemini SDKs
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Products
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Publications
ESSAY
On the Nature of Persistent Behavior Change
2025-06-15
Exploring the intersection of reinforcement learning and persuasive system design — how software can be built to encourage lasting positive habits.
ARTICLE
RAG Pipelines in Production: Lessons Learned
2025-03-01
A practical guide to building retrieval-augmented generation systems that actually work in production, with strategies for reducing hallucination.
JOURNAL
Click-Stream Modeling for User Intent
2024-11-20
Utilizing sequential click-stream data to model user intent and predict engagement patterns in web applications.
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Experience
Jan 2025-Current
ProposalAI - Software Engineer
Led development of a B2B SaaS platform to accelerate RFP response writing. Built dynamic RAG pipelines with LLMs (GPT & Gemini) and vector DBs to reduce hallucination to <0.5%.
Jan 2025-Current
UBC - Research Assistant
Building Reinforcement and Recommendation Models using ML to persistently change user behavior for positive outcomes. Utilizing click-stream modelling to gather user insights.
2023-2024
HealthTech Inc. - ML Engineer
Developed predictive models for patient risk assessment using electronic health records. Implemented privacy-preserving federated learning techniques to maintain HIPAA compliance.
2022-2023
TechStartup - Full Stack Developer
Architected and built a serverless application using AWS Lambda, API Gateway, and DynamoDB. Implemented CI/CD pipelines reducing deployment time by 70%.
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Latest
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